initial: import DOLPHIN baseline 2026-04-21 from dolphinng5_predict working tree
Includes core prod + GREEN/BLUE subsystems: - prod/ (BLUE harness, configs, scripts, docs) - nautilus_dolphin/ (GREEN Nautilus-native impl + dvae/ preserved) - adaptive_exit/ (AEM engine + models/bucket_assignments.pkl) - Observability/ (EsoF advisor, TUI, dashboards) - external_factors/ (EsoF producer) - mc_forewarning_qlabs_fork/ (MC regime/envelope) Excludes runtime caches, logs, backups, and reproducible artifacts per .gitignore.
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prod/docs/BRINGUP_GUIDE.md
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prod/docs/BRINGUP_GUIDE.md
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# DOLPHIN Paper Trading — Production Bringup Guide
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**Purpose**: Step-by-step ops guide for standing up the Prefect + Hazelcast paper trading stack.
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**Audience**: Operations agent or junior dev. No research decisions required.
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**State as of**: 2026-03-06
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**Assumes**: Windows 11, Docker Desktop installed, Siloqy venv exists at `C:\Users\Lenovo\Documents\- Siloqy\`
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---
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## Architecture Overview
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```
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[ARB512 Scanner] ─► eigenvalues/YYYY-MM-DD/ ─► [paper_trade_flow.py]
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[NDAlphaEngine (Python)]
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┌──────────────┴──────────────┐
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[Hazelcast IMap] [paper_logs/*.jsonl]
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[Prefect UI :4200]
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[HZ-MC UI :8080]
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```
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**Components:**
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- `docker-compose.yml`: Hazelcast 5.3 (port 5701) + HZ Management Center (port 8080) + Prefect Server (port 4200)
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- `paper_trade_flow.py`: Prefect flow, runs daily at 00:05 UTC
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- `configs/blue.yml`: Champion SHORT config (frozen, production)
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- `configs/green.yml`: Bidirectional config (STATUS: PENDING — LONG validation still in progress)
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- Python venv: `C:\Users\Lenovo\Documents\- Siloqy\`
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**Data flow**: Prefect triggers daily → reads yesterday's Arrow/NPZ scans from eigenvalues dir → NDAlphaEngine processes → writes P&L to Hazelcast IMap + local JSONL log.
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---
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## Step 1: Prerequisites Check
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Open a terminal (Git Bash or PowerShell).
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```bash
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# 1a. Verify Docker Desktop is installed
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docker --version
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# Expected: Docker version 29.x.x
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# 1b. Verify Python venv
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"/c/Users/Lenovo/Documents/- Siloqy/Scripts/python.exe" --version
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# Expected: Python 3.11.x or 3.12.x
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# 1c. Verify working directories exist
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ls "/c/Users/Lenovo/Documents/- DOLPHIN NG HD HCM TSF Predict/prod/"
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# Expected: configs/ docker-compose.yml paper_trade_flow.py BRINGUP_GUIDE.md
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ls "/c/Users/Lenovo/Documents/- DOLPHIN NG HD HCM TSF Predict/prod/configs/"
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# Expected: blue.yml green.yml
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```
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---
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## Step 2: Install Python Dependencies
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Run once. Takes ~2-5 minutes.
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```bash
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"/c/Users/Lenovo/Documents/- Siloqy/Scripts/pip.exe" install \
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hazelcast-python-client \
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prefect \
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pyyaml \
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pyarrow \
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numpy \
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pandas
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```
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**Verify:**
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```bash
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"/c/Users/Lenovo/Documents/- Siloqy/Scripts/python.exe" -c "import hazelcast; import prefect; import yaml; print('OK')"
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```
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---
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## Step 3: Start Docker Desktop
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Docker Desktop must be running before starting containers.
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**Option A (GUI):** Double-click Docker Desktop from Start menu. Wait for the whale icon in the system tray to stop animating (~30-60 seconds).
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**Option B (command):**
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```powershell
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Start-Process "C:\Program Files\Docker\Docker\Docker Desktop.exe"
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# Wait ~60 seconds, then verify:
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docker ps
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```
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**Verify Docker is ready:**
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```bash
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docker info | grep "Server Version"
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# Expected: Server Version: 27.x.x
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```
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---
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## Step 4: Start the Infrastructure Stack
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```bash
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cd "/c/Users/Lenovo/Documents/- DOLPHIN NG HD HCM TSF Predict/prod"
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docker compose up -d
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```
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**Expected output:**
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```
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[+] Running 3/3
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- Container dolphin-hazelcast Started
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- Container dolphin-hazelcast-mc Started
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- Container dolphin-prefect Started
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```
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**Verify all containers healthy:**
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```bash
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docker compose ps
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# All 3 should show "healthy" or "running"
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```
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**Wait ~30 seconds for Hazelcast to initialize, then verify:**
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```bash
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curl http://localhost:5701/hazelcast/health/ready
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# Expected: {"message":"Hazelcast is ready!"}
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curl http://localhost:4200/api/health
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# Expected: {"status":"healthy"}
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```
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**UIs:**
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- Prefect UI: http://localhost:4200
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- Hazelcast MC: http://localhost:8080
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- Default cluster: `dolphin` (auto-connects to hazelcast:5701)
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---
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## Step 5: Register Prefect Deployments
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Run once to register the blue and green scheduled deployments.
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```bash
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cd "/c/Users/Lenovo/Documents/- DOLPHIN NG HD HCM TSF Predict/prod"
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"/c/Users/Lenovo/Documents/- Siloqy/Scripts/python.exe" paper_trade_flow.py --register
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```
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**Expected output:**
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```
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Registered: dolphin-paper-blue
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Registered: dolphin-paper-green
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```
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**Verify in Prefect UI:** http://localhost:4200 → Deployments → should show 2 deployments with CronSchedule "5 0 * * *".
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---
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## Step 6: Start the Prefect Worker
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The Prefect worker polls for scheduled runs. Run in a separate terminal (keep it open, or run as a service).
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```bash
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"/c/Users/Lenovo/Documents/- Siloqy/Scripts/prefect.exe" worker start --pool "dolphin"
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```
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**OR** (if `prefect` CLI not in PATH):
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```bash
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"/c/Users/Lenovo/Documents/- Siloqy/Scripts/python.exe" -m prefect worker start --pool "dolphin"
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```
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Leave this terminal running. It will pick up the 00:05 UTC scheduled runs.
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---
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## Step 7: Manual Test Run
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Before relying on the schedule, test with a known good date (a date that has scan data).
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```bash
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cd "/c/Users/Lenovo/Documents/- DOLPHIN NG HD HCM TSF Predict/prod"
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"/c/Users/Lenovo/Documents/- Siloqy/Scripts/python.exe" paper_trade_flow.py \
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--date 2026-03-05 \
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--config configs/blue.yml
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```
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**Expected output (abbreviated):**
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```
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=== BLUE paper trade: 2026-03-05 ===
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Loaded N scans for 2026-03-05 | cols=XX
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2026-03-05: PnL=+XX.XX T=X boost=1.XXx MC=OK
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HZ write OK → DOLPHIN_PNL_BLUE[2026-03-05]
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=== DONE: blue 2026-03-05 | PnL=+XX.XX | Capital=25,XXX.XX ===
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```
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**Verify data written to Hazelcast:**
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- Open http://localhost:8080 → Maps → DOLPHIN_PNL_BLUE → should contain entry for 2026-03-05
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**Verify log file written:**
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```bash
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ls "/c/Users/Lenovo/Documents/- DOLPHIN NG HD HCM TSF Predict/prod/paper_logs/blue/"
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cat "/c/Users/Lenovo/Documents/- DOLPHIN NG HD HCM TSF Predict/prod/paper_logs/blue/paper_pnl_2026-03.jsonl"
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```
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---
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## Step 8: Scan Data Source Verification
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The flow reads scan files from:
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```
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C:\Users\Lenovo\Documents\- Dolphin NG HD (NG3)\correlation_arb512\eigenvalues\YYYY-MM-DD\
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```
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Each date directory should contain `scan_*__Indicators.npz` or `scan_*.arrow` files.
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```bash
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ls "/c/Users/Lenovo/Documents/- Dolphin NG HD (NG3)/correlation_arb512/eigenvalues/" | tail -5
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# Expected: recent date directories like 2026-03-05, 2026-03-04, etc.
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ls "/c/Users/Lenovo/Documents/- Dolphin NG HD (NG3)/correlation_arb512/eigenvalues/2026-03-05/"
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# Expected: scan_NNNN__Indicators.npz files
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```
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If a date directory is missing, the flow logs a warning and writes pnl=0 for that day (non-critical).
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---
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## Step 9: Daily Operations
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**Normal daily flow (automated):**
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1. ARB512 scanner (extended_main.py) writes scans to eigenvalues/YYYY-MM-DD/ throughout the day
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2. At 00:05 UTC, Prefect triggers dolphin-paper-blue and dolphin-paper-green
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3. Each flow reads yesterday's scans, runs the engine, writes to HZ + JSONL log
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4. Monitor via Prefect UI and HZ-MC
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**Check today's run result:**
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```bash
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# Latest P&L log entry:
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tail -1 "/c/Users/Lenovo/Documents/- DOLPHIN NG HD HCM TSF Predict/prod/paper_logs/blue/paper_pnl_$(date +%Y-%m).jsonl"
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```
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**Check HZ state:**
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- http://localhost:8080 → Maps → DOLPHIN_STATE_BLUE → key "latest"
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- Should show: `{"capital": XXXXX, "strategy": "blue", "last_date": "YYYY-MM-DD", ...}`
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---
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## Step 10: Restart After Reboot
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After Windows restarts:
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```bash
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# 1. Start Docker Desktop (GUI or command — see Step 3)
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# 2. Restart containers
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cd "/c/Users/Lenovo/Documents/- DOLPHIN NG HD HCM TSF Predict/prod"
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docker compose up -d
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# 3. Restart Prefect worker (in a dedicated terminal)
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"/c/Users/Lenovo/Documents/- Siloqy/Scripts/python.exe" -m prefect worker start --pool "dolphin"
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```
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Deployments and HZ data persist (docker volumes: hz_data, prefect_data).
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---
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## Troubleshooting
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### "No scan dir for YYYY-MM-DD"
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- The ARB512 scanner may not have run for that date
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- Check: `ls "C:\Users\Lenovo\Documents\- Dolphin NG HD (NG3)\correlation_arb512\eigenvalues\YYYY-MM-DD\"`
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- Non-critical: flow logs pnl=0 and continues
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### "HZ write failed (not critical)"
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- Hazelcast container not running or not yet healthy
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- Run: `docker compose ps` → check dolphin-hazelcast shows "healthy"
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- Run: `docker compose restart hazelcast`
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### "ModuleNotFoundError: No module named 'hazelcast'"
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- Dependencies not installed in Siloqy venv
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- Rerun Step 2
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### "error during connect: open //./pipe/dockerDesktopLinuxEngine"
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- Docker Desktop not running
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- Start Docker Desktop (see Step 3), wait 60 seconds, retry
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### Prefect worker not picking up runs
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- Verify worker is running with `--pool "dolphin"` (matches work_queue_name in deployments)
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- Check Prefect UI → Work Pools → should show "dolphin" pool as online
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### Green deployment errors on bidirectional config
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- Green is PENDING LONG validation. If direction: bidirectional causes engine errors,
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temporarily set green.yml direction: short_only until LONG system is validated.
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---
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## Key File Locations
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| File | Path |
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| Prefect flow | `prod/paper_trade_flow.py` |
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| Blue config | `prod/configs/blue.yml` |
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| Green config | `prod/configs/green.yml` |
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| Docker stack | `prod/docker-compose.yml` |
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| Blue P&L logs | `prod/paper_logs/blue/paper_pnl_YYYY-MM.jsonl` |
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| Green P&L logs | `prod/paper_logs/green/paper_pnl_YYYY-MM.jsonl` |
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| Scan data source | `C:\Users\Lenovo\Documents\- Dolphin NG HD (NG3)\correlation_arb512\eigenvalues\` |
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| NDAlphaEngine | `HCM\nautilus_dolphin\nautilus_dolphin\nautilus\esf_alpha_orchestrator.py` |
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| MC-Forewarner models | `HCM\nautilus_dolphin\mc_results\models\` |
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---
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## Current Status (2026-03-06)
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| Item | Status |
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| Docker stack | Built — needs Docker Desktop running |
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| Python deps (HZ + Prefect) | Installing (pip background job) |
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| Blue config | Frozen champion SHORT — ready |
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| Green config | PENDING — LONG validation running (b79rt78uv) |
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| Prefect deployments | Not yet registered (run Step 5 after deps install) |
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| Manual test run | Not yet done (run Step 7) |
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| vol_p60 calibration | Hardcoded 0.000099 (pre-calibrated from 55-day window) — acceptable |
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| Engine state persistence | Implemented — engine capital and open positions serialize to Hazelcast STATE IMap |
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### Engine State Persistence
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The NDAlphaEngine is instantiated fresh during each daily Prefect run, but its internal state is loaded from the Hazelcast `DOLPHIN_STATE_BLUE`/`GREEN` maps. Both `capital` and any active `position` spanning midnight are accurately tracked and restored.
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**Impact for paper trading**: P&L and cumulative capital growth track correctly across days.
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---
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*Guide written 2026-03-08. Status updated.*
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